GEO

AI Query Fan-out Simulator

Modern AI search engines (Google AI Mode, Perplexity) break one query into many sub-queries — 'query fan-out' — and synthesize an answer. This simulates the sub-queries your content should answer to be cited.

How It Works

Using the AI Query Fan-out Simulator

The AI Query Fan-out Simulator runs directly against a live URL or your own pasted content — no signup, no install. Results come back in seconds as a prioritized, plain-English list rather than a raw score, so you know exactly what to fix first and why it matters. It's a focused, single-purpose check, built to answer this one question quickly rather than replace a full geo audit.

  1. 1Provide the input this tool needs — a URL, a block of text, or a keyword list, depending on the tool.
  2. 2The tool processes it and renders the result visually or as a structured list.
  3. 3Use the output to prioritize what to fix or build next.
  4. 4Export or copy the results for your own tracking sheet.

Generative Engine Optimization is the newest and fastest-moving discipline in search: AI Overviews, ChatGPT, Perplexity, and Claude now answer queries directly, often without a click-through — which means being the source they cite is the new visibility metric, and it rewards a different set of signals than classic ranking factors.

Related Tools

Keep going

GEO Citation & Snippet Simulator

Estimate how likely AI engines (ChatGPT, Perplexity, AI Overviews) are to cite your content, plus a preview of how they might summarize it.

llms.txt Generator

Generate an llms.txt file — the emerging standard giving AI models a curated markdown map of your most important content.

AI Readability Scorer

Score how easily LLMs can parse, understand, and cite your content — optimized structure increases your odds of AI citation.

Want This Done For You

Answer / Ask Engine Optimization (AEO)

Optimise to be cited, not just ranked.

For AI readers

View MarkdownSummarize with:ChatGPTClaudePerplexityGemini